Coolify is an open-source, self-hostable PaaS that lets you deploy applications, databases, and services on your own servers with just an SSH connection, positioning itself as an alternative to Heroku, Netlify, and Vercel. The platform supports deploying from GitHub, GitLab, Bitbucket, or Gitea using multiple build methods, manages 300+ one-click services, and handles networking, backups, and monitoring. It can be installed with a single curl command and offers both a free self-hosted option and a paid Coolify Cloud service.
- 62.8k stars, 5.6k forks, 694 contributors, and 710 releases on GitHub
- Built primarily in PHP (82.4%) with Blade, using Laravel and Svelte
- Apache-2.0 licensed and described as "free forever" with no feature behind a paywall
- Supports deploying to any SSH-accessible server including VPS, bare-metal, or Raspberry Pi
- Integrates with Claude Code and other AI tools via MCP, with agent skills configured in the repo
- 62.8k stars, 5.6k forks, 694 contributors, and 710 releases on GitHub
- Built primarily in PHP (82.4%) with Blade, using Laravel and Svelte
- Apache-2.0 licensed and described as "free forever" with no feature behind a paywall
- Supports deploying to any SSH-accessible server including VPS, bare-metal, or Raspberry Pi
- Integrates with Claude Code and other AI tools via MCP, with agent skills configured in the repo
Bobby Borisov writes that tmux 3.8 enhances the terminal multiplexer with expanded floating pane capabilities, including mouse and command-based movement, resizing, and layout swapping, alongside modal panes that temporarily block interaction with other panes. The release adds built-in light and dark themes that can automatically match terminal preferences, plus a new fuzzy switcher for faster window and session navigation.
- Modal panes can be configured to close on click-outside or Escape
- The hooks system was redesigned around events, adding triggers for pane activity, resizing, session changes, and window operations
- Layout definitions now use a JSON-based format while remaining backward-compatible
- Floating panes are planned to fully replace traditional popups in tmux 3.9
- Modal panes can be configured to close on click-outside or Escape
- The hooks system was redesigned around events, adding triggers for pane activity, resizing, session changes, and window operations
- Layout definitions now use a JSON-based format while remaining backward-compatible
- Floating panes are planned to fully replace traditional popups in tmux 3.9
OffGridPete writes that Fieldwatch is a passive, receive-only Android app that listens for nearby Wi-Fi access points and Bluetooth LE advertisements to help users identify radio sources around them. Built as a personal hobby tool, it runs entirely offline with no account, no backend server, and no dongle. The app was originally named Spectre but was renamed to avoid confusion with another existing app, and it is distributed as a sideload APK under the MIT License.
- Includes an extensible signature library for identifying radio sources
- Features GPS co-travel detection ("possible tail") and a Debrief report
- Privacy mode can mask Remote IDs on-screen while full coordinates are retained in logs
- Not capable of capturing Wi-Fi probe frames, Bluetooth Classic, cellular, or direction-finding data
- Includes an extensible signature library for identifying radio sources
- Features GPS co-travel detection ("possible tail") and a Debrief report
- Privacy mode can mask Remote IDs on-screen while full coordinates are retained in logs
- Not capable of capturing Wi-Fi probe frames, Bluetooth Classic, cellular, or direction-finding data
Nick Indge writes that Let's Encrypt is reducing free SSL/TLS certificate lifetimes from 90 to 64 days on February 10, 2027, a move designed to push web administrators toward full ACME automation and ACME Renewal Information rather than hardcoded renewal intervals. A testing period begins October 14, giving operators roughly four months to audit scripts and update hardcoded renewal targets (such as 83, 80, or 60 days) before certificates begin expiring unexpectedly.
- 45-day certificate defaults are planned for 2028.
- Authorization reuse periods will shrink from 30 days to 10 days, eventually reaching seven hours by 2028.
- The shortening timeline aims to eliminate the need for CAA rechecks and reduce damage from compromised or misassigned keys.
- 45-day certificate defaults are planned for 2028.
- Authorization reuse periods will shrink from 30 days to 10 days, eventually reaching seven hours by 2028.
- The shortening timeline aims to eliminate the need for CAA rechecks and reduce damage from compromised or misassigned keys.
ShenSeanChen writes about waku-agent, a local-first LLM agent harness built as an open-source Python package that lets users own the entire loop, memory, and eval pipeline in readable code. The project pairs a ~95-line reasoning loop with a SQLite-backed memory schema, a retrieval gate, and a release gate backed by deterministic tests and LLM-as-judge, and it ships a local dashboard for watching every message flow. Core `waku/` code is MIT-licensed and installable from PyPI, while the hosted platform lives in `hosted/` under Elastic License 2.0 so nobody can resell it as a managed service.
- The author is also building the commercial startup AutoManus.io, a sales-lead manager for made-to-order products, and AutoManus Technologies holds the Waku brand and design system under a separate brand license.
- Waku Memory is a hosted memory service at waku.one that the agent can share with Claude Code, Codex, Grok Bot, and Hermes through MCP.
- The repo includes a `treg` connector for pulling live research data from a personal treg account during agent turns.
- The `lab/` directory holds the video experiments comparing Waku against other agent harnesses and models, including Grok Bot and Meta's Muse agent.
- Recent commits add a trim step that shortens long already-read tool results to keep token spend down, and a final-answer pass that answers from what a turn already gathered when it hits the iteration limit.
- The author is also building the commercial startup AutoManus.io, a sales-lead manager for made-to-order products, and AutoManus Technologies holds the Waku brand and design system under a separate brand license.
- Waku Memory is a hosted memory service at waku.one that the agent can share with Claude Code, Codex, Grok Bot, and Hermes through MCP.
- The repo includes a `treg` connector for pulling live research data from a personal treg account during agent turns.
- The `lab/` directory holds the video experiments comparing Waku against other agent harnesses and models, including Grok Bot and Meta's Muse agent.
- Recent commits add a trim step that shortens long already-read tool results to keep token spend down, and a final-answer pass that answers from what a turn already gathered when it hits the iteration limit.
A modern Emacs package that provides visual styling for Markdown buffers, operating as a fork of the mark-graf project. It renders Markdown elements inline using text properties and overlays, revealing raw markup only under the cursor to facilitate in-place editing without switching views. The project enforces a Tree-sitter parsing requirement, eliminates previous fallbacks, and introduces viewport-driven rendering to maintain responsiveness in large documents.
Abhishek Kumar Mishra writes that he created a background bash script to automate service monitoring and self-healing on his Raspberry Pi Zero 2 W. The script is scheduled via systemd to check the status of Docker, Pi-Hole, Unbound, and Tailscale at regular intervals, restarting failed services without requiring manual SSH intervention. It acts as an additional protection layer beyond Docker's built-in restart policies and only triggers a system reboot when multiple checks fail.
- The script was generated using ChatGPT and selected over a Gemini output because it included appropriate delays between checks.
- Lightweight approach is preferred on the Zero 2 W because heavier tools like Uptime Kuma or Grafana consume too many resources.
- The script saves logs to a file, providing a baseline for further troubleshooting when manual intervention is still required.
- The script was generated using ChatGPT and selected over a Gemini output because it included appropriate delays between checks.
- Lightweight approach is preferred on the Zero 2 W because heavier tools like Uptime Kuma or Grafana consume too many resources.
- The script saves logs to a file, providing a baseline for further troubleshooting when manual intervention is still required.
Paul Sawers writes that Docsy, the Google-created documentation theme for the Hugo static site generator, is moving to the Linux Foundation as AI agents become primary consumers of technical documentation.
- Docsy now generates Markdown copies and llms.txt files for LLM indexing, with an upcoming "AF" score to rate how readable docs are for agents.
- The project has been used by around 2,200 open source projects, including Kubernetes and OpenTelemetry.
- Docsy now generates Markdown copies and llms.txt files for LLM indexing, with an upcoming "AF" score to rate how readable docs are for agents.
- The project has been used by around 2,200 open source projects, including Kubernetes and OpenTelemetry.
Alvaro writes about agent-shell, a native Emacs interface for interacting with LLM agents via the Agent Client Protocol (ACP). The project supports a broad ecosystem of coding agents, including Anthropic's Claude, OpenAI's Codex, Google's Gemini CLI, and Cursor, by leveraging their ACP implementations or dedicated ACP adapter packages. It is written entirely in Emacs Lisp, distributed via MELPA, and offers deep integration with the Emacs environment through features like diff review, file attachment, and screenshot pasting.
Donald Papp writes about Jev, a new class of model that takes text input but outputs only floating-point numbers, making it fast and cheap for classification tasks. Rather than generating sentences, it returns direct answers to yes/no questions, multiple-choice lists, and scoring requests. The concept has quickly gained traction, with developers already building their own decision-type models like Kev and Nimble.
- Jev outputs a confidence score for every answer, derived from the relative token probabilities
- Nimble is small enough to run locally and was recently added as a supported model in Ollama
- Simon Willison provided a concise summary of what Jev does
- The comment section sparked debate over whether this is truly novel, with some noting it's essentially an LLM with constrained outputs
- Jev outputs a confidence score for every answer, derived from the relative token probabilities
- Nimble is small enough to run locally and was recently added as a supported model in Ollama
- Simon Willison provided a concise summary of what Jev does
- The comment section sparked debate over whether this is truly novel, with some noting it's essentially an LLM with constrained outputs
